Local wavelet-vaguelette-based functional classification of gene expression data

被引:4
作者
Rincon Hidalgo, Margarita M. [1 ]
Ruiz Medina, Maria Dolores [1 ]
机构
[1] Univ Granada, Dept Stat & Operat Res, E-18071 Granada, Spain
关键词
Functional data; Functional logistic regression; Gene expression profile; Local wavelet-vaguelette decomposition; Yeast cell-cycle gene expression data; CYCLE-REGULATED GENES; RANDOM-FIELDS; REGRESSION; IDENTIFICATION;
D O I
10.1002/bimj.201000135
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper focuses on the problem of functional statistical classification of gene expression curves. A local-wavelet-vaguelette-based functional logistic regression approach is presented. This approach is specially suitable for the classification of non-stationary singular (non-differentiable) curves. The performance of the methodology proposed is illustrated by implementing it for the classification of yeast cell-cycle temporal gene expression profiles. A simulation study is also carried out for comparison with other functional classification methodologies.
引用
收藏
页码:75 / 93
页数:19
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